Diamond pricing, Advanced Data Analytics -course

Dataset statistics

Number of variables	11
Number of observations	53940
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	4.5 MiB
Average record size in memory	88.0 B

Variable types

Numeric	8
Categorical	3

Alerts

`carat` is highly overall correlated with `price` and 3 other fields	High correlation
`price` is highly overall correlated with `carat` and 3 other fields	High correlation
`x` is highly overall correlated with `carat` and 3 other fields	High correlation
`y` is highly overall correlated with `carat` and 3 other fields	High correlation
`z` is highly overall correlated with `carat` and 3 other fields	High correlation
`Unnamed: 0` is uniformly distributed	Uniform
`Unnamed: 0` has unique values	Unique

Reproduction

Analysis started	2024-12-15 16:57:26.559353
Analysis finished	2024-12-15 16:57:41.290266
Duration	14.73 seconds
Software version	ydata-profiling vv4.11.0
Download configuration	config.json

Unnamed: 0
Real number (ℝ)

Uniform Unique

Distinct	53940
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26970.5

Minimum	1
Maximum	53940
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	421.5 KiB

Quantile statistics

Minimum	1
5-th percentile	2697.95
Q1	13485.75
median	26970.5
Q3	40455.25
95-th percentile	51243.05
Maximum	53940
Range	53939
Interquartile range (IQR)	26969.5

Descriptive statistics

Standard deviation	15571.281
Coefficient of variation (CV)	0.57734492
Kurtosis	-1.2
Mean	26970.5
Median Absolute Deviation (MAD)	13485
Skewness	0
Sum	1.4547888 × 10⁹
Variance	2.424648 × 10⁸
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	< 0.1%
35978	1	< 0.1%
35954	1	< 0.1%
35955	1	< 0.1%
35956	1	< 0.1%
35957	1	< 0.1%
35958	1	< 0.1%
35959	1	< 0.1%
35960	1	< 0.1%
35961	1	< 0.1%
Other values (53930)	53930	> 99.9%

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
53940	1	< 0.1%
53939	1	< 0.1%
53938	1	< 0.1%
53937	1	< 0.1%
53936	1	< 0.1%
53935	1	< 0.1%
53934	1	< 0.1%
53933	1	< 0.1%
53932	1	< 0.1%
53931	1	< 0.1%

carat
Real number (ℝ)

High correlation

Distinct	273
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.79793975

Minimum	0.2
Maximum	5.01
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	421.5 KiB

Quantile statistics

Minimum	0.2
5-th percentile	0.3
Q1	0.4
median	0.7
Q3	1.04
95-th percentile	1.7
Maximum	5.01
Range	4.81
Interquartile range (IQR)	0.64

Descriptive statistics

Standard deviation	0.47401124
Coefficient of variation (CV)	0.59404391
Kurtosis	1.2566353
Mean	0.79793975
Median Absolute Deviation (MAD)	0.32
Skewness	1.1166459
Sum	43040.87
Variance	0.22468666
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3	2604	4.8%
0.31	2249	4.2%
1.01	2242	4.2%
0.7	1981	3.7%
0.32	1840	3.4%
1	1558	2.9%
0.9	1485	2.8%
0.41	1382	2.6%
0.4	1299	2.4%
0.71	1294	2.4%
Other values (263)	36006	66.8%

Value	Count	Frequency (%)
0.2	12	< 0.1%
0.21	9	< 0.1%
0.22	5	< 0.1%
0.23	293	0.5%
0.24	254	0.5%
0.25	212	0.4%
0.26	253	0.5%
0.27	233	0.4%
0.28	198	0.4%
0.29	130	0.2%

Value	Count	Frequency (%)
5.01	1	< 0.1%
4.5	1	< 0.1%
4.13	1	< 0.1%
4.01	2	< 0.1%
4	1	< 0.1%
3.67	1	< 0.1%
3.65	1	< 0.1%
3.51	1	< 0.1%
3.5	1	< 0.1%
3.4	1	< 0.1%

cut
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	421.5 KiB

Ideal	21551
Premium	13791
Very Good	12082
Good	4906
Fair	1610

Length

Max length	9
Median length	7
Mean length	6.2865035
Min length	4

Characters and Unicode

Total characters	339094
Distinct characters	16
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Ideal
2nd row	Premium
3rd row	Good
4th row	Premium
5th row	Good

Common Values

Value	Count	Frequency (%)
Ideal	21551	40.0%
Premium	13791	25.6%
Very Good	12082	22.4%
Good	4906	9.1%
Fair	1610	3.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ideal	21551	32.6%
good	16988	25.7%
premium	13791	20.9%
very	12082	18.3%
fair	1610	2.4%

Most occurring characters

Value	Count	Frequency (%)
e	47424	14.0%
d	38539	11.4%
o	33976	10.0%
m	27582	8.1%
r	27483	8.1%
a	23161	6.8%
I	21551	6.4%
l	21551	6.4%
G	16988	5.0%
i	15401	4.5%
Other values (6)	65438	19.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	339094	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	47424	14.0%
d	38539	11.4%
o	33976	10.0%
m	27582	8.1%
r	27483	8.1%
a	23161	6.8%
I	21551	6.4%
l	21551	6.4%
G	16988	5.0%
i	15401	4.5%
Other values (6)	65438	19.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	339094	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	47424	14.0%
d	38539	11.4%
o	33976	10.0%
m	27582	8.1%
r	27483	8.1%
a	23161	6.8%
I	21551	6.4%
l	21551	6.4%
G	16988	5.0%
i	15401	4.5%
Other values (6)	65438	19.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	339094	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	47424	14.0%
d	38539	11.4%
o	33976	10.0%
m	27582	8.1%
r	27483	8.1%
a	23161	6.8%
I	21551	6.4%
l	21551	6.4%
G	16988	5.0%
i	15401	4.5%
Other values (6)	65438	19.3%

color
Categorical

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	421.5 KiB

G	11292
E	9797
F	9542
H	8304
D	6775
Other values (2)	8230

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	53940
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	E
2nd row	E
3rd row	E
4th row	I
5th row	J

Common Values

Value	Count	Frequency (%)
G	11292	20.9%
E	9797	18.2%
F	9542	17.7%
H	8304	15.4%
D	6775	12.6%
I	5422	10.1%
J	2808	5.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
g	11292	20.9%
e	9797	18.2%
f	9542	17.7%
h	8304	15.4%
d	6775	12.6%
i	5422	10.1%
j	2808	5.2%

Most occurring characters

Value	Count	Frequency (%)
G	11292	20.9%
E	9797	18.2%
F	9542	17.7%
H	8304	15.4%
D	6775	12.6%
I	5422	10.1%
J	2808	5.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	53940	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
G	11292	20.9%
E	9797	18.2%
F	9542	17.7%
H	8304	15.4%
D	6775	12.6%
I	5422	10.1%
J	2808	5.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	53940	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
G	11292	20.9%
E	9797	18.2%
F	9542	17.7%
H	8304	15.4%
D	6775	12.6%
I	5422	10.1%
J	2808	5.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	53940	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
G	11292	20.9%
E	9797	18.2%
F	9542	17.7%
H	8304	15.4%
D	6775	12.6%
I	5422	10.1%
J	2808	5.2%

clarity
Categorical

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	421.5 KiB

SI1	13065
VS2	12258
SI2	9194
VS1	8171
VVS2	5066
Other values (3)	6186

Length

Max length	4
Median length	3
Mean length	3.1147571
Min length	2

Characters and Unicode

Total characters	168010
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	SI2
2nd row	SI1
3rd row	VS1
4th row	VS2
5th row	SI2

Common Values

Value	Count	Frequency (%)
SI1	13065	24.2%
VS2	12258	22.7%
SI2	9194	17.0%
VS1	8171	15.1%
VVS2	5066	9.4%
VVS1	3655	6.8%
IF	1790	3.3%
I1	741	1.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
si1	13065	24.2%
vs2	12258	22.7%
si2	9194	17.0%
vs1	8171	15.1%
vvs2	5066	9.4%
vvs1	3655	6.8%
if	1790	3.3%
i1	741	1.4%

Most occurring characters

Value	Count	Frequency (%)
S	51409	30.6%
V	37871	22.5%
2	26518	15.8%
1	25632	15.3%
I	24790	14.8%
F	1790	1.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	168010	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
S	51409	30.6%
V	37871	22.5%
2	26518	15.8%
1	25632	15.3%
I	24790	14.8%
F	1790	1.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	168010	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
S	51409	30.6%
V	37871	22.5%
2	26518	15.8%
1	25632	15.3%
I	24790	14.8%
F	1790	1.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	168010	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
S	51409	30.6%
V	37871	22.5%
2	26518	15.8%
1	25632	15.3%
I	24790	14.8%
F	1790	1.1%

depth
Real number (ℝ)

Distinct	184
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	61.749405

Minimum	43
Maximum	79
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	421.5 KiB

Quantile statistics

Minimum	43
5-th percentile	59.3
Q1	61
median	61.8
Q3	62.5
95-th percentile	63.8
Maximum	79
Range	36
Interquartile range (IQR)	1.5

Descriptive statistics

Standard deviation	1.4326213
Coefficient of variation (CV)	0.023200569
Kurtosis	5.7394146
Mean	61.749405
Median Absolute Deviation (MAD)	0.7
Skewness	-0.082294026
Sum	3330762.9
Variance	2.0524038
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
62	2239	4.2%
61.9	2163	4.0%
61.8	2077	3.9%
62.2	2039	3.8%
62.1	2020	3.7%
61.6	1956	3.6%
62.3	1940	3.6%
61.7	1904	3.5%
62.4	1792	3.3%
61.5	1719	3.2%
Other values (174)	34091	63.2%

Value	Count	Frequency (%)
43	2	< 0.1%
44	1	< 0.1%
50.8	1	< 0.1%
51	1	< 0.1%
52.2	1	< 0.1%
52.3	1	< 0.1%
52.7	1	< 0.1%
53	1	< 0.1%
53.1	1	< 0.1%
53.2	2	< 0.1%

Value	Count	Frequency (%)
79	2	< 0.1%
78.2	1	< 0.1%
73.6	1	< 0.1%
72.9	1	< 0.1%
72.2	1	< 0.1%
71.8	1	< 0.1%
71.6	2	< 0.1%
71.3	1	< 0.1%
71.2	1	< 0.1%
71	1	< 0.1%

table
Real number (ℝ)

Distinct	127
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	57.457184

Minimum	43
Maximum	95
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	421.5 KiB

Quantile statistics

Minimum	43
5-th percentile	54
Q1	56
median	57
Q3	59
95-th percentile	61
Maximum	95
Range	52
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.2344906
Coefficient of variation (CV)	0.038889664
Kurtosis	2.8018569
Mean	57.457184
Median Absolute Deviation (MAD)	1
Skewness	0.79689585
Sum	3099240.5
Variance	4.9929481
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
56	9881	18.3%
57	9724	18.0%
58	8369	15.5%
59	6572	12.2%
55	6268	11.6%
60	4241	7.9%
54	2594	4.8%
61	2282	4.2%
62	1273	2.4%
63	588	1.1%
Other values (117)	2148	4.0%

Value	Count	Frequency (%)
43	1	< 0.1%
44	1	< 0.1%
49	2	< 0.1%
50	2	< 0.1%
50.1	1	< 0.1%
51	9	< 0.1%
51.6	1	< 0.1%
52	56	0.1%
52.4	1	< 0.1%
52.8	2	< 0.1%

Value	Count	Frequency (%)
95	1	< 0.1%
79	1	< 0.1%
76	1	< 0.1%
73	4	< 0.1%
71	1	< 0.1%
70	9	< 0.1%
69	9	< 0.1%
68	21	< 0.1%
67	42	0.1%
66	91	0.2%

price
Real number (ℝ)

High correlation

Distinct	11602
Distinct (%)	21.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3932.7997

Minimum	326
Maximum	18823
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	421.5 KiB

Quantile statistics

Minimum	326
5-th percentile	544
Q1	950
median	2401
Q3	5324.25
95-th percentile	13107.1
Maximum	18823
Range	18497
Interquartile range (IQR)	4374.25

Descriptive statistics

Standard deviation	3989.4397
Coefficient of variation (CV)	1.014402
Kurtosis	2.1776958
Mean	3932.7997
Median Absolute Deviation (MAD)	1670
Skewness	1.6183953
Sum	2.1213522 × 10⁸
Variance	15915629
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
605	132	0.2%
802	127	0.2%
625	126	0.2%
828	125	0.2%
776	124	0.2%
698	121	0.2%
789	121	0.2%
544	120	0.2%
666	114	0.2%
552	113	0.2%
Other values (11592)	52717	97.7%

Value	Count	Frequency (%)
326	2	< 0.1%
327	1	< 0.1%
334	1	< 0.1%
335	1	< 0.1%
336	2	< 0.1%
337	2	< 0.1%
338	1	< 0.1%
339	1	< 0.1%
340	1	< 0.1%
342	1	< 0.1%

Value	Count	Frequency (%)
18823	1	< 0.1%
18818	1	< 0.1%
18806	1	< 0.1%
18804	1	< 0.1%
18803	1	< 0.1%
18797	1	< 0.1%
18795	2	< 0.1%
18791	2	< 0.1%
18788	1	< 0.1%
18787	1	< 0.1%

x
Real number (ℝ)

High correlation

Distinct	554
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.7311572

Minimum	0
Maximum	10.74
Zeros	8
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	421.5 KiB

Quantile statistics

Minimum	0
5-th percentile	4.29
Q1	4.71
median	5.7
Q3	6.54
95-th percentile	7.66
Maximum	10.74
Range	10.74
Interquartile range (IQR)	1.83

Descriptive statistics

Standard deviation	1.1217607
Coefficient of variation (CV)	0.19573023
Kurtosis	-0.61816067
Mean	5.7311572
Median Absolute Deviation (MAD)	0.93
Skewness	0.37867634
Sum	309138.62
Variance	1.2583472
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.37	448	0.8%
4.34	437	0.8%
4.33	429	0.8%
4.38	428	0.8%
4.32	425	0.8%
4.35	407	0.8%
4.39	388	0.7%
4.31	387	0.7%
4.36	386	0.7%
4.4	373	0.7%
Other values (544)	49832	92.4%

Value	Count	Frequency (%)
0	8	< 0.1%
3.73	2	< 0.1%
3.74	1	< 0.1%
3.76	1	< 0.1%
3.77	1	< 0.1%
3.79	2	< 0.1%
3.81	3	< 0.1%
3.82	2	< 0.1%
3.83	3	< 0.1%
3.84	4	< 0.1%

Value	Count	Frequency (%)
10.74	1	< 0.1%
10.23	1	< 0.1%
10.14	1	< 0.1%
10.02	1	< 0.1%
10.01	1	< 0.1%
10	1	< 0.1%
9.86	1	< 0.1%
9.66	1	< 0.1%
9.65	1	< 0.1%
9.54	1	< 0.1%

y
Real number (ℝ)

High correlation

Distinct	552
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.734526

Minimum	0
Maximum	58.9
Zeros	7
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	421.5 KiB

Quantile statistics

Minimum	0
5-th percentile	4.3
Q1	4.72
median	5.71
Q3	6.54
95-th percentile	7.65
Maximum	58.9
Range	58.9
Interquartile range (IQR)	1.82

Descriptive statistics

Standard deviation	1.1421347
Coefficient of variation (CV)	0.19916811
Kurtosis	91.214557
Mean	5.734526
Median Absolute Deviation (MAD)	0.92
Skewness	2.4341667
Sum	309320.33
Variance	1.3044716
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.34	437	0.8%
4.37	435	0.8%
4.35	425	0.8%
4.33	421	0.8%
4.32	414	0.8%
4.39	407	0.8%
4.38	406	0.8%
4.4	387	0.7%
4.31	386	0.7%
4.41	384	0.7%
Other values (542)	49838	92.4%

Value	Count	Frequency (%)
0	7	< 0.1%
3.68	1	< 0.1%
3.71	2	< 0.1%
3.72	1	< 0.1%
3.73	1	< 0.1%
3.75	1	< 0.1%
3.77	2	< 0.1%
3.78	5	< 0.1%
3.8	1	< 0.1%
3.81	1	< 0.1%

Value	Count	Frequency (%)
58.9	1	< 0.1%
31.8	1	< 0.1%
10.54	1	< 0.1%
10.16	1	< 0.1%
10.1	1	< 0.1%
9.94	2	< 0.1%
9.85	1	< 0.1%
9.81	1	< 0.1%
9.63	1	< 0.1%
9.59	1	< 0.1%

z
Real number (ℝ)

High correlation

Distinct	375
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.5387338

Minimum	0
Maximum	31.8
Zeros	20
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	421.5 KiB

Quantile statistics

Minimum	0
5-th percentile	2.65
Q1	2.91
median	3.53
Q3	4.04
95-th percentile	4.73
Maximum	31.8
Range	31.8
Interquartile range (IQR)	1.13

Descriptive statistics

Standard deviation	0.70569885
Coefficient of variation (CV)	0.19942129
Kurtosis	47.086619
Mean	3.5387338
Median Absolute Deviation (MAD)	0.57
Skewness	1.5224226
Sum	190879.3
Variance	0.49801086
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.7	767	1.4%
2.69	748	1.4%
2.71	738	1.4%
2.68	730	1.4%
2.72	697	1.3%
2.67	649	1.2%
2.73	612	1.1%
2.66	555	1.0%
2.74	548	1.0%
4.02	538	1.0%
Other values (365)	47358	87.8%

Value	Count	Frequency (%)
0	20	< 0.1%
1.07	1	< 0.1%
1.41	1	< 0.1%
1.53	1	< 0.1%
2.06	1	< 0.1%
2.24	1	< 0.1%
2.25	1	< 0.1%
2.26	1	< 0.1%
2.27	1	< 0.1%
2.28	1	< 0.1%

Value	Count	Frequency (%)
31.8	1	< 0.1%
8.06	1	< 0.1%
6.98	1	< 0.1%
6.72	1	< 0.1%
6.43	1	< 0.1%
6.38	1	< 0.1%
6.31	1	< 0.1%
6.27	1	< 0.1%
6.24	1	< 0.1%
6.17	1	< 0.1%

	Unnamed: 0	carat	clarity	color	cut	depth	price	table	x	y	z
Unnamed: 0	1.000	-0.416	0.155	0.090	0.099	-0.047	-0.404	-0.114	-0.415	-0.417	-0.415
carat	-0.416	1.000	0.159	0.135	0.116	0.030	0.963	0.195	0.996	0.996	0.993
clarity	0.155	0.159	1.000	0.079	0.142	0.077	0.145	0.050	0.158	0.198	0.201
color	0.090	0.135	0.079	1.000	0.036	0.021	0.093	0.021	0.130	0.133	0.100
cut	0.099	0.116	0.142	0.036	1.000	0.406	0.093	0.290	0.148	0.108	0.096
depth	-0.047	0.030	0.077	0.021	0.406	1.000	0.010	-0.245	-0.023	-0.025	0.103
price	-0.404	0.963	0.145	0.093	0.093	0.010	1.000	0.172	0.963	0.963	0.957
table	-0.114	0.195	0.050	0.021	0.290	-0.245	0.172	1.000	0.202	0.196	0.160
x	-0.415	0.996	0.158	0.130	0.148	-0.023	0.963	0.202	1.000	0.998	0.987
y	-0.417	0.996	0.198	0.133	0.108	-0.025	0.963	0.196	0.998	1.000	0.987
z	-0.415	0.993	0.201	0.100	0.096	0.103	0.957	0.160	0.987	0.987	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	Unnamed: 0	carat	cut	color	clarity	depth	table	price	x	y	z
0	1	0.23	Ideal	E	SI2	61.5	55.0	326	3.95	3.98	2.43
1	2	0.21	Premium	E	SI1	59.8	61.0	326	3.89	3.84	2.31
2	3	0.23	Good	E	VS1	56.9	65.0	327	4.05	4.07	2.31
3	4	0.29	Premium	I	VS2	62.4	58.0	334	4.20	4.23	2.63
4	5	0.31	Good	J	SI2	63.3	58.0	335	4.34	4.35	2.75
5	6	0.24	Very Good	J	VVS2	62.8	57.0	336	3.94	3.96	2.48
6	7	0.24	Very Good	I	VVS1	62.3	57.0	336	3.95	3.98	2.47
7	8	0.26	Very Good	H	SI1	61.9	55.0	337	4.07	4.11	2.53
8	9	0.22	Fair	E	VS2	65.1	61.0	337	3.87	3.78	2.49
9	10	0.23	Very Good	H	VS1	59.4	61.0	338	4.00	4.05	2.39

	Unnamed: 0	carat	cut	color	clarity	depth	table	price	x	y	z
53930	53931	0.71	Premium	E	SI1	60.5	55.0	2756	5.79	5.74	3.49
53931	53932	0.71	Premium	F	SI1	59.8	62.0	2756	5.74	5.73	3.43
53932	53933	0.70	Very Good	E	VS2	60.5	59.0	2757	5.71	5.76	3.47
53933	53934	0.70	Very Good	E	VS2	61.2	59.0	2757	5.69	5.72	3.49
53934	53935	0.72	Premium	D	SI1	62.7	59.0	2757	5.69	5.73	3.58
53935	53936	0.72	Ideal	D	SI1	60.8	57.0	2757	5.75	5.76	3.50
53936	53937	0.72	Good	D	SI1	63.1	55.0	2757	5.69	5.75	3.61
53937	53938	0.70	Very Good	D	SI1	62.8	60.0	2757	5.66	5.68	3.56
53938	53939	0.86	Premium	H	SI2	61.0	58.0	2757	6.15	6.12	3.74
53939	53940	0.75	Ideal	D	SI2	62.2	55.0	2757	5.83	5.87	3.64

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample